Abstract
The abundance and rich varieties of data are enabling many transformative applications of big data analytics that have profound societal impacts. However, there are also increasing concerns regarding the improper use of individual data owner’s private data. In this paper, we propose PrivacyGuard, a system that leverages blockchain smart contract and trusted execution environment (TEE) to enable individual’s control over the access and usage of their private data. Smart contracts are used to specify data usage policy, i.e., who can use what data under which conditions and what analytics to perform, while the distributed blockchain ledger is used to keep an irreversible and non-repudiable data usage record. To address the efficiency problem of on-chain contract execution and to prevent exposing private data on the publicly viewable blockchain, PrivacyGuard incorporates a novel TEE-based off-chain contract execution engine along with a protocol to securely commit the execution result onto blockchain. We have built and deployed a prototype of PrivacyGuard with Ethereum and Intel SGX. Our experiment result demonstrates that PrivacyGuard fulfills the promised privacy goal and supports analytics on data from a considerable number of data owners.
Original language | English |
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Title of host publication | Computer Security – ESORICS 2020 - 25th European Symposium on Research in Computer Security, ESORICS 2020, Proceedings |
Editors | Liqun Chen, Steve Schneider, Ninghui Li, Kaitai Liang |
Pages | 610-629 |
Number of pages | 20 |
DOIs | |
State | Published - 2020 |
Event | 25th European Symposium on Research in Computer Security, ESORICS 2020 - Guildford, United Kingdom Duration: Sep 14 2020 → Sep 18 2020 |
Publication series
Name | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) |
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Volume | 12309 LNCS |
ISSN (Print) | 0302-9743 |
ISSN (Electronic) | 1611-3349 |
Conference
Conference | 25th European Symposium on Research in Computer Security, ESORICS 2020 |
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Country/Territory | United Kingdom |
City | Guildford |
Period | 9/14/20 → 9/18/20 |
Bibliographical note
Publisher Copyright:© Springer Nature Switzerland AG 2020.
Keywords
- Blockchain
- Data access and usage control
- Privacy
- Smart contract
- Trusted execution
ASJC Scopus subject areas
- Theoretical Computer Science
- General Computer Science